{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.980599999999994°C and 35.02658620689656°C\n",
      "with a speed of roughly 4.209130962078019°C per hour\n",
      "we see a voltage tempco of roughly 0.01823987904118404 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "import matplotlib.dates as mdates\n",
    "from matplotlib.dates import DateFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230314-223313_ADRmu6_15_35_TC_long.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.ffill()\n",
    "raw=raw.apply(pd.to_numeric).resample('30s').mean()\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu6 Voltage vs ambient temperature')\n",
    "\n",
    "ax.plot(raw.iloc[:,1], label='Voltage')\n",
    "twin1.plot(raw.iloc[:,0],'m--', label='Temperature')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "lines_labels = [ax.get_legend_handles_labels() for ax in fig.axes]\n",
    "lines, labels = [sum(lol, []) for lol in zip(*lines_labels)]\n",
    "fig.legend(lines, labels, loc='upper right')\n",
    "\n",
    "date_form = DateFormatter(\"%H:%M\")\n",
    "ax.xaxis.set_major_formatter(date_form)\n",
    "fig.autofmt_xdate()\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
